{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import arcpy,pandas\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getColor(colName, colNum):\n",
    "    cm = plt.cm.get_cmap(colName)\n",
    "    col = [cm(float(i)/(colNum)) for i in range(colNum)]\n",
    "    cols = []\n",
    "    for c in col:\n",
    "        f = \"#\"\n",
    "        for c1 in c:\n",
    "            cc = \"{0}\".format(hex(int(c1*255)))[2:]\n",
    "            if len(cc) < 2:\n",
    "                cc = \"0\"+cc\n",
    "            f+=cc\n",
    "        cols.append(f)\n",
    "    return cols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "dt = arcpy.da.FeatureClassToNumPyArray(r\"E:\\work\\地统计插值\\weather.shp\",\n",
    "                                       [\"mean\",\"Shape@XY\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x1296 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,18))\n",
    "ax = plt.subplot(211)\n",
    "col = getColor(plt.cm.tab10,10)\n",
    "n,edgeBin,patches = plt.hist(dt[\"mean\"],bins=10,rwidth=0.8)\n",
    "for i in range(len(patches)):\n",
    "    patches[i].set_facecolor(col[i])\n",
    "    \n",
    "ax = plt.subplot(212)\n",
    "for v in range(len(edgeBin)-1):\n",
    "    dt1 = dt[numpy.where((dt[\"mean\"] >= edgeBin[v]) &(dt[\"mean\"] < edgeBin[v+1]))]\n",
    "    f = edgeBin[v]\n",
    "    X,Y = [],[]\n",
    "    for xy in dt1[\"Shape@XY\"]:\n",
    "        X.append(xy[0])\n",
    "        Y.append(xy[1])\n",
    "    ax.scatter(X,Y,color =col[v])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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